{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 创建神经网络模型框架 - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets  import load_boston\n",
    "import numpy as np \n",
    "import random\n",
    "import networkx as nx\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] =False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 激活函数 及其导数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid(x):\n",
    "    return 1 / (1 + np.exp(-x))\n",
    "\n",
    "def sigmoid_partial(x):\n",
    "    return sigmoid(x) * (1 - sigmoid(x))\n",
    "\n",
    "\n",
    "def relu(x):\n",
    "    return x * (x > 0) \n",
    "\n",
    "def relu_partial(x):\n",
    "    return 1 * (x > 0) \n",
    "\n",
    "\n",
    "def tanh(x):\n",
    "    return (np.exp(x) - np.exp(-x)) / (np.exp(x) + np.exp(-x))\n",
    "\n",
    "def tanh_partial(x):\n",
    "    return 1 + (-np.exp(x) + np.exp(-x)) * (np.exp(x) - np.exp(-x)) / (np.exp(x) + np.exp(-x)) ** 2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'tanh_partial')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2,3, figsize=(16,8))   \n",
    "\n",
    "_x = np.linspace(-50, 50, 1000)\n",
    "\n",
    "axs[0,0].plot(_x, sigmoid(_x))\n",
    "axs[0,0].set_title('sigmoid')\n",
    "axs[1,0].plot(_x, sigmoid_partial(_x))\n",
    "axs[1,0].set_title('sigmoid_partial')\n",
    "\n",
    "axs[0,1].plot(_x, relu(_x))\n",
    "axs[0,1].set_title('relu')\n",
    "axs[1,1].plot(_x, relu_partial(_x))\n",
    "axs[1,1].set_title('relu_partial')\n",
    "\n",
    "axs[0,2].plot(_x, tanh(_x))\n",
    "axs[0,2].set_title('tanh')\n",
    "axs[1,2].plot(_x, tanh_partial(_x))\n",
    "axs[1,2].set_title('tanh_partial')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def random_linear(x):\n",
    "    k, b = np.random.normal(), np.random.normal()\n",
    "    return k * x + b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 非线性激活函数的应用使得模型可以拟合的曲线更加复杂\n",
    "\n",
    "_x = np.linspace(-50, 50, 1000)\n",
    "\n",
    "fig, axs = plt.subplots(1,4, figsize=(20,4))   \n",
    "\n",
    "for _ in range(10):\n",
    "    axs[0].plot(_x, random_linear(_x))\n",
    "axs[0].set_title('随机直线')\n",
    "\n",
    "for _ in range(10):\n",
    "    axs[1].plot(_x, relu(random_linear(_x)))\n",
    "axs[1].set_title('随机直线-relu')\n",
    "\n",
    "for _ in range(10):\n",
    "    axs[2].plot(_x, sigmoid(random_linear(_x)))\n",
    "axs[2].set_title('随机直线-sigmoid')\n",
    "\n",
    "for _ in range(10):\n",
    "    axs[3].plot(_x, relu(random_linear(sigmoid(random_linear(_x)))))\n",
    "axs[3].set_title('随机直线-relu-sigmoid')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "value_graph = {\n",
    "    'x': ['linear'], \n",
    "    'k1': ['linear'], \n",
    "    'b1': ['linear'],\n",
    "    'linear': ['sigmoid'], \n",
    "    'sigmoid': ['linear_2'],\n",
    "    'k2': ['linear_2'],\n",
    "    'b2': ['linear_2'],\n",
    "    'linear_2': ['loss']\n",
    "}\n",
    "\n",
    "graph = nx.DiGraph(value_graph)\n",
    "layout = nx.layout.spring_layout(graph)\n",
    "nx.draw(nx.DiGraph(value_graph), layout, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visited_procedure(graph, postion, visited_order, step, sub_plot_index=None, colors=('red', 'green')):\n",
    "    changed = visited_order[:step] if step is not None else visited_order\n",
    "    before, after = colors\n",
    "    color_map = [after if c in changed else before for c in graph]\n",
    "\n",
    "    nx.draw(graph, postion, node_color=color_map, with_labels=True, ax=sub_plot_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "visitor_order = [\n",
    "    'x', \n",
    "    'k1',\n",
    "    'b1',\n",
    "    'k2', \n",
    "    'b2',\n",
    "    'linear', \n",
    "    'sigmoid',\n",
    "    'linear_2',\n",
    "    'loss'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visited_procedure(graph, layout, visitor_order, step=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dimension = int(len(visitor_order)**0.5)\n",
    "fig, ax = plt.subplots(dimension, dimension+1, figsize=(15,15))\n",
    "\n",
    "for i in range(len(visitor_order) + 1):\n",
    "    ix = np.unravel_index(i, ax.shape)\n",
    "    plt.sca(ax[ix])\n",
    "    ax[ix].title.set_text('Feed Forward Step: {}'.format(i))\n",
    "    visited_procedure(graph, layout, visitor_order, step=i, sub_plot_index=ax[ix])\n",
    "    \n",
    "for i in range(len(visitor_order) + 1, dimension*(dimension+1)):\n",
    "    ix = np.unravel_index(i, ax.shape)    \n",
    "    ax[ix].set_axis_off()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
